Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 4000 |
| Missing cells | 7345 |
| Missing cells (%) | 10.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 550.9 KiB |
| Average record size in memory | 141.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 7 |
| DateTime | 1 |
Warnings
prev_call_duration is highly correlated with subs_deposit | High correlation |
subs_deposit is highly correlated with prev_call_duration | High correlation |
contact_month is highly correlated with contact_week | High correlation |
contact_week is highly correlated with contact_month | High correlation |
prev_call_duration is highly correlated with subs_deposit | High correlation |
subs_deposit is highly correlated with prev_call_duration | High correlation |
contact_month is highly correlated with contact_week | High correlation |
contact_week is highly correlated with contact_month | High correlation |
contact_month is highly correlated with contact_week | High correlation |
contact_week is highly correlated with contact_month | High correlation |
contact_weekday is highly correlated with contact_date and 4 other fields | High correlation |
subs_deposit is highly correlated with prev_call_duration and 2 other fields | High correlation |
prev_call_duration is highly correlated with subs_deposit | High correlation |
cpi is highly correlated with subs_deposit and 4 other fields | High correlation |
contact_date is highly correlated with contact_weekday and 5 other fields | High correlation |
job is highly correlated with education | High correlation |
poutcome is highly correlated with subs_deposit | High correlation |
education is highly correlated with job | High correlation |
contact_day is highly correlated with contact_weekday and 4 other fields | High correlation |
contact_month is highly correlated with contact_weekday and 3 other fields | High correlation |
client_id is highly correlated with contact_weekday and 5 other fields | High correlation |
contact_week is highly correlated with contact_weekday and 5 other fields | High correlation |
education has 176 (4.4%) missing values | Missing |
has_housing_loan has 92 (2.3%) missing values | Missing |
has_personal_loan has 92 (2.3%) missing values | Missing |
prev_call_duration has 79 (2.0%) missing values | Missing |
days_since_last_call has 3614 (90.3%) missing values | Missing |
poutcome has 3219 (80.5%) missing values | Missing |
cpi has 65 (1.6%) missing values | Missing |
client_id has unique values | Unique |
num_contacts_prev has 3219 (80.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-14 00:16:43.198042 |
|---|---|
| Analysis finished | 2022-04-14 00:23:08.952349 |
| Duration | 6 minutes and 25.75 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 4000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22430.64275 |
| Minimum | 17 |
|---|---|
| Maximum | 41186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 2543.9 |
| Q1 | 12408.25 |
| median | 23336.5 |
| Q3 | 32990 |
| 95-th percentile | 39701.3 |
| Maximum | 41186 |
| Range | 41169 |
| Interquartile range (IQR) | 20581.75 |
Descriptive statistics
| Standard deviation | 12052.91754 |
|---|---|
| Coefficient of variation (CV) | 0.5373416034 |
| Kurtosis | -1.20571 |
| Mean | 22430.64275 |
| Median Absolute Deviation (MAD) | 10169 |
| Skewness | -0.1650511913 |
| Sum | 89722571 |
| Variance | 145272821.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41020 | 1 | < 0.1% |
| 1527 | 1 | < 0.1% |
| 22819 | 1 | < 0.1% |
| 27600 | 1 | < 0.1% |
| 37245 | 1 | < 0.1% |
| 22628 | 1 | < 0.1% |
| 28759 | 1 | < 0.1% |
| 33035 | 1 | < 0.1% |
| 22012 | 1 | < 0.1% |
| 35763 | 1 | < 0.1% |
| Other values (3990) | 3990 |
| Value | Count | Frequency (%) |
| 17 | 1 | |
| 53 | 1 | |
| 68 | 1 | |
| 88 | 1 | |
| 101 | 1 | |
| 115 | 1 | |
| 139 | 1 | |
| 180 | 1 | |
| 192 | 1 | |
| 238 | 1 |
| Value | Count | Frequency (%) |
| 41186 | 1 | |
| 41185 | 1 | |
| 41181 | 1 | |
| 41167 | 1 | |
| 41163 | 1 | |
| 41148 | 1 | |
| 41133 | 1 | |
| 41131 | 1 | |
| 41118 | 1 | |
| 41103 | 1 |
age_bracket
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.4 KiB |
| 2 | |
|---|---|
| 3 | |
| 1 | 148 |
| 4 | 147 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 2161 | |
| 3 | 1544 | |
| 1 | 148 | 3.7% |
| 4 | 147 | 3.7% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.37675 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.309684632 |
|---|---|
| Coefficient of variation (CV) | 0.6839963372 |
| Kurtosis | -1.353254455 |
| Mean | 3.37675 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.4239568658 |
| Sum | 13507 |
| Variance | 5.334643098 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1366 | |
| 7 | 769 | |
| 2 | 640 | |
| 5 | 503 | 12.6% |
| 4 | 455 | 11.4% |
| 3 | 153 | 3.8% |
| 6 | 114 | 2.9% |
| Value | Count | Frequency (%) |
| 1 | 1366 | |
| 2 | 640 | |
| 3 | 153 | 3.8% |
| 4 | 455 | 11.4% |
| 5 | 503 | 12.6% |
| 6 | 114 | 2.9% |
| 7 | 769 |
| Value | Count | Frequency (%) |
| 7 | 769 | |
| 6 | 114 | 2.9% |
| 5 | 503 | 12.6% |
| 4 | 455 | 11.4% |
| 3 | 153 | 3.8% |
| 2 | 640 | |
| 1 | 1366 |
marital
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 8 |
| Missing (%) | 0.2% |
| Memory size | 31.4 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11976 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 1.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2374 | |
| 2.0 | 1176 | |
| 3.0 | 442 | 11.1% |
| (Missing) | 8 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 2374 | |
| 2.0 | 1176 | |
| 3.0 | 442 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3992 | |
| 0 | 3992 | |
| 1 | 2374 | |
| 2 | 1176 | 9.8% |
| 3 | 442 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7984 | |
| Other Punctuation | 3992 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3992 | |
| 1 | 2374 | |
| 2 | 1176 | 14.7% |
| 3 | 442 | 5.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3992 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11976 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3992 | |
| 0 | 3992 | |
| 1 | 2374 | |
| 2 | 1176 | 9.8% |
| 3 | 442 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3992 | |
| 0 | 3992 | |
| 1 | 2374 | |
| 2 | 1176 | 9.8% |
| 3 | 442 | 3.7% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 176 |
| Missing (%) | 4.4% |
| Memory size | 31.4 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | |
| 6.0 | 4 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11472 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 1.0 |
| 4th row | 3.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1274 | |
| 2.0 | 1114 | |
| 3.0 | 908 | |
| 4.0 | 524 | |
| 6.0 | 4 | 0.1% |
| (Missing) | 176 | 4.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 1274 | |
| 2.0 | 1114 | |
| 3.0 | 908 | |
| 4.0 | 524 | |
| 6.0 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3824 | |
| 0 | 3824 | |
| 1 | 1274 | 11.1% |
| 2 | 1114 | 9.7% |
| 3 | 908 | 7.9% |
| 4 | 524 | 4.6% |
| 6 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7648 | |
| Other Punctuation | 3824 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3824 | |
| 1 | 1274 | 16.7% |
| 2 | 1114 | 14.6% |
| 3 | 908 | 11.9% |
| 4 | 524 | 6.9% |
| 6 | 4 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3824 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11472 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3824 | |
| 0 | 3824 | |
| 1 | 1274 | 11.1% |
| 2 | 1114 | 9.7% |
| 3 | 908 | 7.9% |
| 4 | 524 | 4.6% |
| 6 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11472 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3824 | |
| 0 | 3824 | |
| 1 | 1274 | 11.1% |
| 2 | 1114 | 9.7% |
| 3 | 908 | 7.9% |
| 4 | 524 | 4.6% |
| 6 | 4 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 92 |
| Missing (%) | 2.3% |
| Memory size | 31.4 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 2115 | |
| 0.0 | 1793 | |
| (Missing) | 92 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 2115 | |
| 0.0 | 1793 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5701 | |
| . | 3908 | |
| 1 | 2115 | 18.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7816 | |
| Other Punctuation | 3908 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5701 | |
| 1 | 2115 | 27.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11724 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5701 | |
| . | 3908 | |
| 1 | 2115 | 18.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11724 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5701 | |
| . | 3908 | |
| 1 | 2115 | 18.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 92 |
| Missing (%) | 2.3% |
| Memory size | 31.4 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3335 | |
| 1.0 | 573 | 14.3% |
| (Missing) | 92 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 3335 | |
| 1.0 | 573 | 14.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7243 | |
| . | 3908 | |
| 1 | 573 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7816 | |
| Other Punctuation | 3908 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7243 | |
| 1 | 573 | 7.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11724 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7243 | |
| . | 3908 | |
| 1 | 573 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11724 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7243 | |
| . | 3908 | |
| 1 | 573 | 4.9% |
| Distinct | 958 |
|---|---|
| Distinct (%) | 24.4% |
| Missing | 79 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.2152512 |
| Minimum | 2 |
|---|---|
| Maximum | 1337 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 128 |
| median | 231 |
| Q3 | 439 |
| 95-th percentile | 930 |
| Maximum | 1337 |
| Range | 1335 |
| Interquartile range (IQR) | 311 |
Descriptive statistics
| Standard deviation | 274.3571105 |
|---|---|
| Coefficient of variation (CV) | 0.8436169873 |
| Kurtosis | 1.448722397 |
| Mean | 325.2152512 |
| Median Absolute Deviation (MAD) | 128 |
| Skewness | 1.392681103 |
| Sum | 1275169 |
| Variance | 75271.82406 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72 | 20 | 0.5% |
| 164 | 19 | 0.5% |
| 131 | 19 | 0.5% |
| 159 | 19 | 0.5% |
| 165 | 19 | 0.5% |
| 157 | 18 | 0.4% |
| 76 | 17 | 0.4% |
| 156 | 17 | 0.4% |
| 187 | 16 | 0.4% |
| 161 | 16 | 0.4% |
| Other values (948) | 3741 | |
| (Missing) | 79 | 2.0% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 4 | |
| 5 | 2 | 0.1% |
| 6 | 6 | |
| 7 | 5 | |
| 8 | 3 | |
| 9 | 1 | < 0.1% |
| 10 | 4 | |
| 11 | 3 |
| Value | Count | Frequency (%) |
| 1337 | 1 | |
| 1336 | 1 | |
| 1329 | 2 | |
| 1328 | 1 | |
| 1327 | 1 | |
| 1321 | 2 | |
| 1319 | 1 | |
| 1317 | 1 | |
| 1313 | 1 | |
| 1309 | 1 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 3614 |
| Missing (%) | 90.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.743523316 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 13 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.782258244 |
|---|---|
| Coefficient of variation (CV) | 0.6585257926 |
| Kurtosis | 6.758593188 |
| Mean | 5.743523316 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.100211124 |
| Sum | 2217 |
| Variance | 14.30547742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 119 | 3.0% |
| 6 | 118 | 2.9% |
| 4 | 27 | 0.7% |
| 5 | 16 | 0.4% |
| 2 | 14 | 0.4% |
| 10 | 13 | 0.3% |
| 7 | 12 | 0.3% |
| 12 | 9 | 0.2% |
| 11 | 9 | 0.2% |
| 9 | 9 | 0.2% |
| Other values (13) | 40 | 1.0% |
| (Missing) | 3614 |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.1% |
| 1 | 6 | 0.1% |
| 2 | 14 | 0.4% |
| 3 | 119 | |
| 4 | 27 | 0.7% |
| 5 | 16 | 0.4% |
| 6 | 118 | |
| 7 | 12 | 0.3% |
| 8 | 5 | 0.1% |
| 9 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | 0.1% |
| 15 | 3 | 0.1% |
| 14 | 4 | |
| 13 | 8 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.272 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 3219 |
| Zeros (%) | 80.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.643132494 |
|---|---|
| Coefficient of variation (CV) | 2.364457699 |
| Kurtosis | 11.57486418 |
| Mean | 0.272 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.035775148 |
| Sum | 1088 |
| Variance | 0.4136194049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3219 | |
| 1 | 567 | 14.2% |
| 2 | 144 | 3.6% |
| 3 | 54 | 1.4% |
| 4 | 10 | 0.2% |
| 5 | 5 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3219 | |
| 1 | 567 | 14.2% |
| 2 | 144 | 3.6% |
| 3 | 54 | 1.4% |
| 4 | 10 | 0.2% |
| 5 | 5 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 5 | 0.1% |
| 4 | 10 | 0.2% |
| 3 | 54 | 1.4% |
| 2 | 144 | 3.6% |
| 1 | 567 | 14.2% |
| 0 | 3219 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3219 |
| Missing (%) | 80.5% |
| Memory size | 31.4 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2343 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 419 | 10.5% |
| 1.0 | 362 | 9.0% |
| (Missing) | 3219 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 419 | |
| 1.0 | 362 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1200 | |
| . | 781 | |
| 1 | 362 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1562 | |
| Other Punctuation | 781 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1200 | |
| 1 | 362 | 23.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 781 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2343 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1200 | |
| . | 781 | |
| 1 | 362 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1200 | |
| . | 781 | |
| 1 | 362 | 15.5% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.4 KiB |
| Minimum | 2018-01-03 00:00:00 |
|---|---|
| Maximum | 2018-07-12 00:00:00 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 65 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.48446302 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.465 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.431 |
| Q1 | 92.963 |
| median | 93.444 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.465 |
| Range | 2.264 |
| Interquartile range (IQR) | 1.031 |
Descriptive statistics
| Standard deviation | 0.612562774 |
|---|---|
| Coefficient of variation (CV) | 0.006552562364 |
| Kurtosis | -0.9492400297 |
| Mean | 93.48446302 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | -0.1903496866 |
| Sum | 367861.362 |
| Variance | 0.3752331521 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.994 | 559 | |
| 93.918 | 546 | |
| 92.893 | 520 | |
| 93.444 | 411 | |
| 94.465 | 354 | |
| 93.2 | 304 | |
| 93.075 | 290 | |
| 92.201 | 134 | 3.4% |
| 92.963 | 114 | 2.9% |
| 92.431 | 82 | 2.1% |
| Other values (13) | 621 |
| Value | Count | Frequency (%) |
| 92.201 | 134 | 3.4% |
| 92.379 | 45 | 1.1% |
| 92.431 | 82 | 2.1% |
| 92.469 | 36 | 0.9% |
| 92.649 | 67 | 1.7% |
| 92.713 | 31 | 0.8% |
| 92.843 | 50 | 1.2% |
| 92.893 | 520 | |
| 92.963 | 114 | 2.9% |
| 93.075 | 290 |
| Value | Count | Frequency (%) |
| 94.465 | 354 | |
| 94.215 | 74 | 1.8% |
| 94.199 | 57 | 1.4% |
| 94.055 | 45 | 1.1% |
| 94.027 | 54 | 1.4% |
| 93.994 | 559 | |
| 93.918 | 546 | |
| 93.876 | 48 | 1.2% |
| 93.798 | 19 | 0.5% |
| 93.749 | 35 | 0.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2410 | |
| 1 | 1590 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.87125 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.006160414 |
|---|---|
| Coefficient of variation (CV) | 0.5182203201 |
| Kurtosis | -1.259541467 |
| Mean | 3.87125 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.108145447 |
| Sum | 15485 |
| Variance | 4.024679607 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 719 | |
| 4 | 599 | |
| 1 | 587 | |
| 7 | 546 | |
| 5 | 528 | |
| 6 | 513 | |
| 3 | 508 |
| Value | Count | Frequency (%) |
| 1 | 587 | |
| 2 | 719 | |
| 3 | 508 | |
| 4 | 599 | |
| 5 | 528 | |
| 6 | 513 | |
| 7 | 546 |
| Value | Count | Frequency (%) |
| 7 | 546 | |
| 6 | 513 | |
| 5 | 528 | |
| 4 | 599 | |
| 3 | 508 | |
| 2 | 719 | |
| 1 | 587 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.69575 |
| Minimum | 3 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.163758859 |
|---|---|
| Coefficient of variation (CV) | 0.3231540692 |
| Kurtosis | -0.3858109536 |
| Mean | 6.69575 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6494946333 |
| Sum | 26783 |
| Variance | 4.681852401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1127 | |
| 7 | 656 | |
| 8 | 599 | |
| 6 | 513 | |
| 11 | 396 | 9.9% |
| 4 | 325 | 8.1% |
| 10 | 141 | 3.5% |
| 3 | 110 | 2.8% |
| 9 | 102 | 2.5% |
| 12 | 31 | 0.8% |
| Value | Count | Frequency (%) |
| 3 | 110 | 2.8% |
| 4 | 325 | 8.1% |
| 5 | 1127 | |
| 6 | 513 | |
| 7 | 656 | |
| 8 | 599 | |
| 9 | 102 | 2.5% |
| 10 | 141 | 3.5% |
| 11 | 396 | 9.9% |
| 12 | 31 | 0.8% |
| Value | Count | Frequency (%) |
| 12 | 31 | 0.8% |
| 11 | 396 | 9.9% |
| 10 | 141 | 3.5% |
| 9 | 102 | 2.5% |
| 8 | 599 | |
| 7 | 656 | |
| 6 | 513 | |
| 5 | 1127 | |
| 4 | 325 | 8.1% |
| 3 | 110 | 2.8% |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.76075 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 14 |
| Q3 | 23 |
| 95-th percentile | 27 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 8.62934678 |
|---|---|
| Coefficient of variation (CV) | 0.6270985796 |
| Kurtosis | -1.246539989 |
| Mean | 13.76075 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.1200698391 |
| Sum | 55043 |
| Variance | 74.46562584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 633 | |
| 14 | 534 | |
| 10 | 461 | |
| 27 | 442 | |
| 23 | 392 | |
| 1 | 356 | |
| 19 | 293 | |
| 18 | 235 | 5.9% |
| 2 | 231 | 5.8% |
| 28 | 104 | 2.6% |
| Other values (6) | 319 |
| Value | Count | Frequency (%) |
| 1 | 356 | |
| 2 | 231 | 5.8% |
| 5 | 86 | 2.1% |
| 6 | 633 | |
| 9 | 35 | 0.9% |
| 10 | 461 | |
| 11 | 12 | 0.3% |
| 14 | 534 | |
| 15 | 65 | 1.6% |
| 18 | 235 | 5.9% |
| Value | Count | Frequency (%) |
| 28 | 104 | 2.6% |
| 27 | 442 | |
| 24 | 84 | 2.1% |
| 23 | 392 | |
| 22 | 37 | 0.9% |
| 19 | 293 | |
| 18 | 235 | |
| 15 | 65 | 1.6% |
| 14 | 534 | |
| 11 | 12 | 0.3% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8255 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.946534613 |
|---|---|
| Coefficient of variation (CV) | 0.5088314241 |
| Kurtosis | -1.014293628 |
| Mean | 3.8255 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1061946803 |
| Sum | 15302 |
| Variance | 3.788996999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 938 | |
| 4 | 917 | |
| 5 | 775 | |
| 3 | 531 | |
| 7 | 434 | |
| 6 | 345 | 8.6% |
| 2 | 60 | 1.5% |
| Value | Count | Frequency (%) |
| 1 | 938 | |
| 2 | 60 | 1.5% |
| 3 | 531 | |
| 4 | 917 | |
| 5 | 775 | |
| 6 | 345 | 8.6% |
| 7 | 434 |
| Value | Count | Frequency (%) |
| 7 | 434 | |
| 6 | 345 | 8.6% |
| 5 | 775 | |
| 4 | 917 | |
| 3 | 531 | |
| 2 | 60 | 1.5% |
| 1 | 938 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| client_id | age_bracket | job | marital | education | has_housing_loan | has_personal_loan | prev_call_duration | days_since_last_call | num_contacts_prev | poutcome | contact_date | cpi | subs_deposit | contact_month | contact_day | contact_week | contact_weekday | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41020 | 3 | 1 | 3.0 | 1.0 | 1.0 | 0.0 | 283.0 | 3.0 | 1 | 1.0 | 2018-07-09 | 92.379 | 1 | 7 | 9 | 28 | 1 |
| 1 | 23720 | 4 | 5 | 3.0 | 2.0 | 0.0 | 1.0 | 169.0 | 6.0 | 2 | 1.0 | 2018-05-07 | 94.215 | 1 | 5 | 7 | 19 | 1 |
| 2 | 29378 | 3 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 552.0 | NaN | 0 | NaN | 2018-01-08 | 93.444 | 1 | 1 | 8 | 2 | 1 |
| 3 | 36636 | 2 | 2 | 2.0 | 3.0 | 1.0 | 1.0 | 206.0 | NaN | 0 | NaN | 2018-02-11 | 93.200 | 0 | 2 | 11 | 6 | 7 |
| 4 | 38229 | 1 | 1 | 2.0 | 1.0 | 0.0 | 0.0 | 341.0 | NaN | 0 | NaN | 2018-04-04 | 93.075 | 1 | 4 | 4 | 14 | 3 |
| 5 | 27202 | 2 | 3 | 1.0 | 2.0 | 0.0 | 0.0 | 81.0 | NaN | 0 | NaN | 2018-06-08 | 93.444 | 0 | 6 | 8 | 23 | 5 |
| 6 | 1409 | 4 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 1076.0 | 6.0 | 1 | 1.0 | 2018-07-05 | 92.893 | 1 | 7 | 5 | 27 | 4 |
| 7 | 24379 | 3 | 5 | 1.0 | 3.0 | 0.0 | 0.0 | 133.0 | NaN | 0 | NaN | 2018-06-07 | 93.918 | 0 | 6 | 7 | 23 | 4 |
| 8 | 10036 | 2 | 7 | 1.0 | 2.0 | 0.0 | 0.0 | 253.0 | NaN | 1 | 0.0 | 2018-03-05 | 92.893 | 0 | 3 | 5 | 10 | 1 |
| 9 | 18115 | 3 | 3 | 1.0 | 1.0 | 0.0 | 0.0 | 467.0 | NaN | 0 | NaN | 2018-01-06 | 94.465 | 1 | 1 | 6 | 1 | 6 |
Last rows
| client_id | age_bracket | job | marital | education | has_housing_loan | has_personal_loan | prev_call_duration | days_since_last_call | num_contacts_prev | poutcome | contact_date | cpi | subs_deposit | contact_month | contact_day | contact_week | contact_weekday | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3990 | 24211 | 2 | 7 | 1.0 | 3.0 | 1.0 | 0.0 | 159.0 | NaN | 0 | NaN | 2018-06-07 | 93.918 | 0 | 6 | 7 | 23 | 4 |
| 3991 | 28348 | 3 | 4 | 1.0 | 2.0 | 0.0 | 0.0 | 77.0 | NaN | 0 | NaN | 2018-07-08 | 93.444 | 0 | 7 | 8 | 27 | 7 |
| 3992 | 4739 | 2 | 7 | 1.0 | 4.0 | 1.0 | 0.0 | 418.0 | NaN | 0 | NaN | 2018-01-05 | 92.893 | 0 | 1 | 5 | 1 | 5 |
| 3993 | 2389 | 2 | 7 | 3.0 | 2.0 | 0.0 | 0.0 | 827.0 | NaN | 0 | NaN | 2018-07-05 | 92.893 | 1 | 7 | 5 | 27 | 4 |
| 3994 | 10248 | 2 | 2 | 2.0 | 2.0 | 1.0 | 0.0 | 13.0 | NaN | 0 | NaN | 2018-03-05 | 92.893 | 0 | 3 | 5 | 10 | 1 |
| 3995 | 7519 | 3 | 6 | 2.0 | 2.0 | 1.0 | 0.0 | 396.0 | NaN | 0 | NaN | 2018-02-05 | 92.893 | 1 | 2 | 5 | 6 | 1 |
| 3996 | 29822 | 3 | 1 | 1.0 | 1.0 | 1.0 | 0.0 | 115.0 | NaN | 0 | NaN | 2018-01-08 | 93.444 | 0 | 1 | 8 | 2 | 1 |
| 3997 | 24462 | 2 | 1 | 1.0 | 3.0 | 1.0 | 0.0 | 214.0 | NaN | 0 | NaN | 2018-06-07 | 93.918 | 0 | 6 | 7 | 23 | 4 |
| 3998 | 26089 | 2 | 4 | 1.0 | 2.0 | 1.0 | 0.0 | 76.0 | NaN | 0 | NaN | 2018-02-07 | 93.918 | 0 | 2 | 7 | 6 | 3 |
| 3999 | 40631 | 2 | 1 | 2.0 | 1.0 | 1.0 | 0.0 | 368.0 | NaN | 0 | NaN | 2018-04-09 | 92.379 | 0 | 4 | 9 | 15 | 1 |